Applying Map-Reduce to Imbalanced Data Classification

被引：0

作者：

Jedrzejowicz, Joanna ^{[1
]}

Neumann, Jakub ^{[1
]}

Synowczyk, Piotr ^{[1
]}

Zakrzewska, Magdalena ^{[1
]}

机构：

[1] Univ Gdansk, Fac Math Phys & Informat, Inst Informat, PL-80308 Gdansk, Poland

来源：

2017 IEEE INTERNATIONAL CONFERENCE ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA) | 2017年

关键词：

imbalanced data; classification; parallelization;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The aim of the paper was to apply MapReduce paradigm to the algorithm SplitBal which classifies imbalanced datasets and perform the evaluation of results for different parameters. Parallelization of time consuming operations allows to classify larger datasets, in perspective Big Data.

引用

页码：29 / 33

页数：5

共 8 条

[1] KEEL: a software tool to assess evolutionary algorithms for data mining problems
Alcala-Fdez, J.
Sanchez, L.
Garcia, S.
del Jesus, M. J.
Ventura, S.
Garrell, J. M.
Otero, J.
Romero, C.
Bacardit, J.
Rivas, V. M.
Fernandez, J. C.
Herrera, F.
[J]. SOFT COMPUTING, 2009, 13 (03) : 307 - 318
[2] Learning from class-imbalanced data: Review of methods and applications
Guo Haixiang
Li Yijing
Shang, Jennifer
Gu Mingyun
Huang Yuanyue
Bing, Gong
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2017, 73 : 220 - 239
[3] Handling imbalanced classification problem: A case study on social media datasets
Nguyen, Tuong Tri
Hwang, Dosam
Jung, Jason J.
[J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (02) : 1437 - 1448
[4] A novel ensemble method for classifying imbalanced data
Sun, Zhongbin
Song, Qinbao
Zhu, Xiaoyan
Sun, Heli
Xu, Baowen
Zhou, Yuming
[J]. PATTERN RECOGNITION, 2015, 48 (05) : 1623 - 1637
[5] Synowczyk P., 2016, THESIS
[6] A Parallel Implementation of Relief Algorithm Using Mapreduce Paradigm
Yazidi, Jamila
Bouaguel, Waad
Essoussi, Nadia
[J]. COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2016, PT II, 2016, 9876 : 418 - 425
[7] KRNN: k Rare-class Nearest Neighbour classification
Zhang, Xiuzhen
Li, Yuxuan
Kotagiri, Ramamohanarao
Wu, Lifang
Tari, Zahir
Cheriet, Mohamed
[J]. PATTERN RECOGNITION, 2017, 62 : 33 - 44
[8] A dissimilarity-based imbalance data classification algorithm
Zhang, Xueying
Song, Qinbao
Wang, Guangtao
Zhang, Kaiyuan
He, Liang
Jia, Xiaolin
[J]. APPLIED INTELLIGENCE, 2015, 42 (03) : 544 - 565

← 1 →